| Number of Variables | 10 |
|---|---|
| Number of Rows | 3276 |
| Missing Cells | 1434 |
| Missing Cells (%) | 4.4% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 256.1 KB |
| Average Row Size in Memory | 80.0 B |
| Variable Types |
|
| ph has 491 (14.99%) missing values | Missing |
|---|---|
| Sulfate has 781 (23.84%) missing values | Missing |
| Trihalomethanes has 162 (4.95%) missing values | Missing |
| Potability has constant length 1 | Constant Length |
numerical
| Approximate Distinct Count | 2785 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 491 |
| Missing (%) | 15.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 44560 |
| Mean | 7.0808 |
| Minimum | 0 |
| Maximum | 14 |
| Zeros | 1 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 4.488 |
| Q1 | 6.0931 |
| Median | 7.0368 |
| Q3 | 8.0621 |
| 95-th Percentile | 9.7898 |
| Maximum | 14 |
| Range | 14 |
| IQR | 1.969 |
| Mean | 7.0808 |
|---|---|
| Standard Deviation | 1.5943 |
| Variance | 2.5419 |
| Sum | 19720.0127 |
| Skewness | 0.02562 |
| Kurtosis | 0.7169 |
| Coefficient of Variation | 0.2252 |
numerical
| Approximate Distinct Count | 3276 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 52416 |
| Mean | 196.3695 |
| Minimum | 47.432 |
| Maximum | 323.124 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 47.432 |
|---|---|
| 5-th Percentile | 141.7633 |
| Q1 | 176.8505 |
| Median | 196.9676 |
| Q3 | 216.6675 |
| 95-th Percentile | 249.6098 |
| Maximum | 323.124 |
| Range | 275.692 |
| IQR | 39.8169 |
| Mean | 196.3695 |
|---|---|
| Standard Deviation | 32.8798 |
| Variance | 1081.0787 |
| Sum | 643306.469 |
| Skewness | -0.03932 |
| Kurtosis | 0.613 |
| Coefficient of Variation | 0.1674 |
numerical
| Approximate Distinct Count | 3276 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 52416 |
| Mean | 22014.0925 |
| Minimum | 320.9426 |
| Maximum | 61227.196 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 320.9426 |
|---|---|
| 5-th Percentile | 9545.8126 |
| Q1 | 15666.6903 |
| Median | 20927.8336 |
| Q3 | 27332.7621 |
| 95-th Percentile | 38474.9902 |
| Maximum | 61227.196 |
| Range | 60906.2534 |
| IQR | 11666.0718 |
| Mean | 22014.0925 |
|---|---|
| Standard Deviation | 8768.5708 |
| Variance | 7.6888e+07 |
| Sum | 7.2118e+07 |
| Skewness | 0.6213 |
| Kurtosis | 0.4403 |
| Coefficient of Variation | 0.3983 |
numerical
| Approximate Distinct Count | 3276 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 52416 |
| Mean | 7.1223 |
| Minimum | 0.352 |
| Maximum | 13.127 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0.352 |
|---|---|
| 5-th Percentile | 4.5031 |
| Q1 | 6.1274 |
| Median | 7.1303 |
| Q3 | 8.1149 |
| 95-th Percentile | 9.7531 |
| Maximum | 13.127 |
| Range | 12.775 |
| IQR | 1.9875 |
| Mean | 7.1223 |
|---|---|
| Standard Deviation | 1.5831 |
| Variance | 2.5062 |
| Sum | 23332.5788 |
| Skewness | -0.01209 |
| Kurtosis | 0.5872 |
| Coefficient of Variation | 0.2223 |
numerical
| Approximate Distinct Count | 2495 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 781 |
| Missing (%) | 23.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 39920 |
| Mean | 333.7758 |
| Minimum | 129 |
| Maximum | 481.0306 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 129 |
|---|---|
| 5-th Percentile | 266.6162 |
| Q1 | 307.6995 |
| Median | 333.0735 |
| Q3 | 359.9502 |
| 95-th Percentile | 403.0702 |
| Maximum | 481.0306 |
| Range | 352.0306 |
| IQR | 52.2507 |
| Mean | 333.7758 |
|---|---|
| Standard Deviation | 41.4168 |
| Variance | 1715.3547 |
| Sum | 832770.5626 |
| Skewness | -0.03593 |
| Kurtosis | 0.6446 |
| Coefficient of Variation | 0.1241 |
numerical
| Approximate Distinct Count | 3276 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 52416 |
| Mean | 426.2051 |
| Minimum | 181.4838 |
| Maximum | 753.3426 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 181.4838 |
|---|---|
| 5-th Percentile | 300.1095 |
| Q1 | 365.7344 |
| Median | 421.885 |
| Q3 | 481.7923 |
| 95-th Percentile | 566.3493 |
| Maximum | 753.3426 |
| Range | 571.8589 |
| IQR | 116.0579 |
| Mean | 426.2051 |
|---|---|
| Standard Deviation | 80.8241 |
| Variance | 6532.5293 |
| Sum | 1.3962e+06 |
| Skewness | 0.2644 |
| Kurtosis | -0.2785 |
| Coefficient of Variation | 0.1896 |
numerical
| Approximate Distinct Count | 3276 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 52416 |
| Mean | 14.285 |
| Minimum | 2.2 |
| Maximum | 28.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 2.2 |
|---|---|
| 5-th Percentile | 8.8154 |
| Q1 | 12.0658 |
| Median | 14.2183 |
| Q3 | 16.5577 |
| 95-th Percentile | 19.6373 |
| Maximum | 28.3 |
| Range | 26.1 |
| IQR | 4.4919 |
| Mean | 14.285 |
|---|---|
| Standard Deviation | 3.3082 |
| Variance | 10.9439 |
| Sum | 46797.5625 |
| Skewness | 0.02552 |
| Kurtosis | 0.04251 |
| Coefficient of Variation | 0.2316 |
numerical
| Approximate Distinct Count | 3114 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 162 |
| Missing (%) | 4.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 49824 |
| Mean | 66.3963 |
| Minimum | 0.738 |
| Maximum | 124 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0.738 |
|---|---|
| 5-th Percentile | 39.5529 |
| Q1 | 55.8445 |
| Median | 66.6225 |
| Q3 | 77.3375 |
| 95-th Percentile | 92.1241 |
| Maximum | 124 |
| Range | 123.262 |
| IQR | 21.4929 |
| Mean | 66.3963 |
|---|---|
| Standard Deviation | 16.175 |
| Variance | 261.6309 |
| Sum | 206758.0562 |
| Skewness | -0.08299 |
| Kurtosis | 0.2363 |
| Coefficient of Variation | 0.2436 |
numerical
| Approximate Distinct Count | 3276 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 52416 |
| Mean | 3.9668 |
| Minimum | 1.45 |
| Maximum | 6.739 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1.45 |
|---|---|
| 5-th Percentile | 2.6843 |
| Q1 | 3.4397 |
| Median | 3.955 |
| Q3 | 4.5003 |
| 95-th Percentile | 5.2209 |
| Maximum | 6.739 |
| Range | 5.289 |
| IQR | 1.0606 |
| Mean | 3.9668 |
|---|---|
| Standard Deviation | 0.7804 |
| Variance | 0.609 |
| Sum | 12995.1915 |
| Skewness | -0.007813 |
| Kurtosis | -0.06454 |
| Coefficient of Variation | 0.1967 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 216216 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 3276 |